Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	24000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	22
Duplicate rows (%)	0.1%
Total size in memory	5.1 MiB
Average record size in memory	222.0 B

Variable types

Numeric	20
Categorical	4

Alerts

Dataset has 22 (0.1%) duplicate rows	Duplicates
`RETRASO_PAGO_ESTADO_4` is highly overall correlated with `RETRASO_PAGO_ESTADO_5` and 8 other fields	High correlation
`RETRASO_PAGO_ESTADO_5` is highly overall correlated with `RETRASO_PAGO_ESTADO_4` and 9 other fields	High correlation
`RETRASO_PAGO_ESTADO_6` is highly overall correlated with `RETRASO_PAGO_ESTADO_4` and 10 other fields	High correlation
`RETRASO_PAGO_ESTADO_7` is highly overall correlated with `RETRASO_PAGO_ESTADO_4` and 9 other fields	High correlation
`RETRASO_PAGO_ESTADO_8` is highly overall correlated with `RETRASO_PAGO_ESTADO_4` and 7 other fields	High correlation
`RETRASO_PAGO_ESTADO_9` is highly overall correlated with `RETRASO_PAGO_ESTADO_6` and 2 other fields	High correlation
`DEUDA_MES_4` is highly overall correlated with `RETRASO_PAGO_ESTADO_4` and 11 other fields	High correlation
`DEUDA_MES_5` is highly overall correlated with `RETRASO_PAGO_ESTADO_4` and 13 other fields	High correlation
`DEUDA_MES_6` is highly overall correlated with `RETRASO_PAGO_ESTADO_4` and 13 other fields	High correlation
`DEUDA_MES_7` is highly overall correlated with `RETRASO_PAGO_ESTADO_4` and 12 other fields	High correlation
`DEUDA_MES_8` is highly overall correlated with `RETRASO_PAGO_ESTADO_4` and 11 other fields	High correlation
`DEUDA_MES_9` is highly overall correlated with `RETRASO_PAGO_ESTADO_5` and 9 other fields	High correlation
`PAGO_MES_4` is highly overall correlated with `DEUDA_MES_4` and 4 other fields	High correlation
`PAGO_MES_5` is highly overall correlated with `DEUDA_MES_4` and 6 other fields	High correlation
`PAGO_MES_6` is highly overall correlated with `DEUDA_MES_4` and 6 other fields	High correlation
`PAGO_MES_7` is highly overall correlated with `DEUDA_MES_4` and 8 other fields	High correlation
`PAGO_MES_8` is highly overall correlated with `DEUDA_MES_5` and 7 other fields	High correlation
`PAGO_MES_9` is highly overall correlated with `DEUDA_MES_6` and 5 other fields	High correlation
`PAGO_MES_8` is highly skewed (γ1 = 30.50317256)	Skewed
`RETRASO_PAGO_ESTADO_4` has 13031 (54.3%) zeros	Zeros
`RETRASO_PAGO_ESTADO_5` has 13550 (56.5%) zeros	Zeros
`RETRASO_PAGO_ESTADO_6` has 13171 (54.9%) zeros	Zeros
`RETRASO_PAGO_ESTADO_7` has 12647 (52.7%) zeros	Zeros
`RETRASO_PAGO_ESTADO_8` has 12607 (52.5%) zeros	Zeros
`RETRASO_PAGO_ESTADO_9` has 11810 (49.2%) zeros	Zeros
`DEUDA_MES_4` has 3264 (13.6%) zeros	Zeros
`DEUDA_MES_5` has 2844 (11.8%) zeros	Zeros
`DEUDA_MES_6` has 2556 (10.7%) zeros	Zeros
`DEUDA_MES_7` has 2287 (9.5%) zeros	Zeros
`DEUDA_MES_8` has 2035 (8.5%) zeros	Zeros
`DEUDA_MES_9` has 1638 (6.8%) zeros	Zeros
`PAGO_MES_4` has 5786 (24.1%) zeros	Zeros
`PAGO_MES_5` has 5384 (22.4%) zeros	Zeros
`PAGO_MES_6` has 5182 (21.6%) zeros	Zeros
`PAGO_MES_7` has 4801 (20.0%) zeros	Zeros
`PAGO_MES_8` has 4284 (17.8%) zeros	Zeros
`PAGO_MES_9` has 4225 (17.6%) zeros	Zeros

Reproduction

Analysis started	2023-04-01 06:16:13.587874
Analysis finished	2023-04-01 06:17:01.768997
Duration	48.18 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

Cupo_TC
Real number (ℝ)

Distinct	79
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	167828.74

Minimum	10000
Maximum	800000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	891.0 KiB

Quantile statistics

Minimum	10000
5-th percentile	20000
Q1	50000
median	140000
Q3	240000
95-th percentile	430000
Maximum	800000
Range	790000
Interquartile range (IQR)	190000

Descriptive statistics

Standard deviation	129957.24
Coefficient of variation (CV)	0.7743444
Kurtosis	0.48624776
Mean	167828.74
Median Absolute Deviation (MAD)	90000
Skewness	0.98527094
Sum	4.0278897 × 10⁹
Variance	1.6888885 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50000	2659	11.1%
20000	1583	6.6%
30000	1292	5.4%
80000	1257	5.2%
200000	1214	5.1%
150000	889	3.7%
100000	814	3.4%
180000	791	3.3%
360000	700	2.9%
60000	661	2.8%
Other values (69)	12140	50.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10000	392	1.6%
16000	2	< 0.1%
20000	1583	6.6%
30000	1292	5.4%
40000	189	0.8%
50000	2659	11.1%
60000	661	2.8%
70000	597	2.5%
80000	1257	5.2%
90000	526	2.2%

Value	Count	Frequency (%)
800000	2	< 0.1%
780000	2	< 0.1%
760000	1	< 0.1%
750000	3	< 0.1%
730000	1	< 0.1%
720000	3	< 0.1%
710000	5	< 0.1%
700000	7	< 0.1%
690000	1	< 0.1%
680000	3	< 0.1%

SEX
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	891.0 KiB

Femenino	14507
Masculino	9493

Length

Max length	9
Median length	8
Mean length	8.3955417
Min length	8

Characters and Unicode

Total characters	201493
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Femenino
2nd row	Femenino
3rd row	Femenino
4th row	Femenino
5th row	Femenino

Common Values

Value	Count	Frequency (%)
Femenino	14507	60.4%
Masculino	9493	39.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
femenino	14507	60.4%
masculino	9493	39.6%

Most occurring characters

Value	Count	Frequency (%)
n	38507	19.1%
e	29014	14.4%
i	24000	11.9%
o	24000	11.9%
F	14507	7.2%
m	14507	7.2%
M	9493	4.7%
a	9493	4.7%
s	9493	4.7%
c	9493	4.7%
Other values (2)	18986	9.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	177493	88.1%
Uppercase Letter	24000	11.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	38507	21.7%
e	29014	16.3%
i	24000	13.5%
o	24000	13.5%
m	14507	8.2%
a	9493	5.3%
s	9493	5.3%
c	9493	5.3%
u	9493	5.3%
l	9493	5.3%

Uppercase Letter

Value	Count	Frequency (%)
F	14507	60.4%
M	9493	39.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	201493	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	38507	19.1%
e	29014	14.4%
i	24000	11.9%
o	24000	11.9%
F	14507	7.2%
m	14507	7.2%
M	9493	4.7%
a	9493	4.7%
s	9493	4.7%
c	9493	4.7%
Other values (2)	18986	9.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	201493	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	38507	19.1%
e	29014	14.4%
i	24000	11.9%
o	24000	11.9%
F	14507	7.2%
m	14507	7.2%
M	9493	4.7%
a	9493	4.7%
s	9493	4.7%
c	9493	4.7%
Other values (2)	18986	9.4%

EDUCATION
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	891.0 KiB

universidad	11151
Posgrado	8493
colegio	3967
5	230
otro	107
Other values (2)	52

Length

Max length	11
Median length	8
Mean length	9.1285
Min length	1

Characters and Unicode

Total characters	219084
Distinct characters	18
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	universidad
2nd row	colegio
3rd row	universidad
4th row	colegio
5th row	Posgrado

Common Values

Value	Count	Frequency (%)
universidad	11151	46.5%
Posgrado	8493	35.4%
colegio	3967	16.5%
5	230	1.0%
otro	107	0.4%
6	41	0.2%
0	11	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
universidad	11151	46.5%
posgrado	8493	35.4%
colegio	3967	16.5%
5	230	1.0%
otro	107	0.4%
6	41	0.2%
0	11	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
d	30795	14.1%
i	26269	12.0%
o	25134	11.5%
r	19751	9.0%
s	19644	9.0%
a	19644	9.0%
e	15118	6.9%
g	12460	5.7%
u	11151	5.1%
v	11151	5.1%
Other values (8)	27967	12.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	210309	96.0%
Uppercase Letter	8493	3.9%
Decimal Number	282	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
d	30795	14.6%
i	26269	12.5%
o	25134	12.0%
r	19751	9.4%
s	19644	9.3%
a	19644	9.3%
e	15118	7.2%
g	12460	5.9%
u	11151	5.3%
v	11151	5.3%
Other values (4)	19192	9.1%

Decimal Number

Value	Count	Frequency (%)
5	230	81.6%
6	41	14.5%
0	11	3.9%

Uppercase Letter

Value	Count	Frequency (%)
P	8493	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	218802	99.9%
Common	282	0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
d	30795	14.1%
i	26269	12.0%
o	25134	11.5%
r	19751	9.0%
s	19644	9.0%
a	19644	9.0%
e	15118	6.9%
g	12460	5.7%
u	11151	5.1%
v	11151	5.1%
Other values (5)	27685	12.7%

Common

Value	Count	Frequency (%)
5	230	81.6%
6	41	14.5%
0	11	3.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	219084	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
d	30795	14.1%
i	26269	12.0%
o	25134	11.5%
r	19751	9.0%
s	19644	9.0%
a	19644	9.0%
e	15118	6.9%
g	12460	5.7%
u	11151	5.1%
v	11151	5.1%
Other values (8)	27967	12.8%

MARRIAGE
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	891.0 KiB

soltero_a	12752
Casado	10954
otro	245
0	49

Length

Max length	9
Median length	9
Mean length	7.563375
Min length	1

Characters and Unicode

Total characters	181521
Distinct characters	11
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Casado
2nd row	soltero_a
3rd row	Casado
4th row	Casado
5th row	Casado

Common Values

Value	Count	Frequency (%)
soltero_a	12752	53.1%
Casado	10954	45.6%
otro	245	1.0%
0	49	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
soltero_a	12752	53.1%
casado	10954	45.6%
otro	245	1.0%
0	49	0.2%

Most occurring characters

Value	Count	Frequency (%)
o	36948	20.4%
a	34660	19.1%
s	23706	13.1%
t	12997	7.2%
r	12997	7.2%
l	12752	7.0%
e	12752	7.0%
_	12752	7.0%
C	10954	6.0%
d	10954	6.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	157766	86.9%
Connector Punctuation	12752	7.0%
Uppercase Letter	10954	6.0%
Decimal Number	49	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	36948	23.4%
a	34660	22.0%
s	23706	15.0%
t	12997	8.2%
r	12997	8.2%
l	12752	8.1%
e	12752	8.1%
d	10954	6.9%

Connector Punctuation

Value	Count	Frequency (%)
_	12752	100.0%

Uppercase Letter

Value	Count	Frequency (%)
C	10954	100.0%

Decimal Number

Value	Count	Frequency (%)
0	49	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	168720	92.9%
Common	12801	7.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	36948	21.9%
a	34660	20.5%
s	23706	14.1%
t	12997	7.7%
r	12997	7.7%
l	12752	7.6%
e	12752	7.6%
C	10954	6.5%
d	10954	6.5%

Common

Value	Count	Frequency (%)
_	12752	99.6%
0	49	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	181521	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	36948	20.4%
a	34660	19.1%
s	23706	13.1%
t	12997	7.2%
r	12997	7.2%
l	12752	7.0%
e	12752	7.0%
_	12752	7.0%
C	10954	6.0%
d	10954	6.0%

AGE
Real number (ℝ)

Distinct	55
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.477542

Minimum	21
Maximum	79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	891.0 KiB

Quantile statistics

Minimum	21
5-th percentile	23
Q1	28
median	34
Q3	41
95-th percentile	53
Maximum	79
Range	58
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.2100143
Coefficient of variation (CV)	0.25960125
Kurtosis	0.035159016
Mean	35.477542
Median Absolute Deviation (MAD)	6
Skewness	0.7296463
Sum	851461
Variance	84.824363
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	1288	5.4%
27	1197	5.0%
28	1150	4.8%
30	1097	4.6%
26	988	4.1%
31	969	4.0%
25	951	4.0%
34	935	3.9%
32	920	3.8%
33	917	3.8%
Other values (45)	13588	56.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21	54	0.2%
22	443	1.8%
23	755	3.1%
24	896	3.7%
25	951	4.0%
26	988	4.1%
27	1197	5.0%
28	1150	4.8%
29	1288	5.4%
30	1097	4.6%

Value	Count	Frequency (%)
79	1	< 0.1%
75	2	< 0.1%
73	4	< 0.1%
72	3	< 0.1%
71	3	< 0.1%
70	8	< 0.1%
69	11	< 0.1%
68	4	< 0.1%
67	12	0.1%
66	20	0.1%

RETRASO_PAGO_ESTADO_4
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.294375

Minimum	-2
Maximum	8
Zeros	13031
Zeros (%)	54.3%
Negative	8526
Negative (%)	35.5%
Memory size	891.0 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1537723
Coefficient of variation (CV)	-3.9193963
Kurtosis	3.5576163
Mean	-0.294375
Median Absolute Deviation (MAD)	0
Skewness	0.9719961
Sum	-7065
Variance	1.3311905
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	13031	54.3%
-1	4566	19.0%
-2	3960	16.5%
2	2185	9.1%
3	149	0.6%
4	41	0.2%
7	39	0.2%
6	19	0.1%
5	9	< 0.1%
8	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	3960	16.5%
-1	4566	19.0%
0	13031	54.3%
2	2185	9.1%
3	149	0.6%
4	41	0.2%
5	9	< 0.1%
6	19	0.1%
7	39	0.2%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	39	0.2%
6	19	0.1%
5	9	< 0.1%
4	41	0.2%
3	149	0.6%
2	2185	9.1%
0	13031	54.3%
-1	4566	19.0%
-2	3960	16.5%

RETRASO_PAGO_ESTADO_5
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.26904167

Minimum	-2
Maximum	7
Zeros	13550
Zeros (%)	56.5%
Negative	8095
Negative (%)	33.7%
Memory size	891.0 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1371216
Coefficient of variation (CV)	-4.226563
Kurtosis	4.1787636
Mean	-0.26904167
Median Absolute Deviation (MAD)	0
Skewness	1.0417451
Sum	-6457
Variance	1.2930455
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	13550	56.5%
-1	4430	18.5%
-2	3665	15.3%
2	2077	8.7%
3	138	0.6%
4	71	0.3%
7	51	0.2%
5	14	0.1%
6	4	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	3665	15.3%
-1	4430	18.5%
0	13550	56.5%
2	2077	8.7%
3	138	0.6%
4	71	0.3%
5	14	0.1%
6	4	< 0.1%
7	51	0.2%

Value	Count	Frequency (%)
7	51	0.2%
6	4	< 0.1%
5	14	0.1%
4	71	0.3%
3	138	0.6%
2	2077	8.7%
0	13550	56.5%
-1	4430	18.5%
-2	3665	15.3%

RETRASO_PAGO_ESTADO_6
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.22325

Minimum	-2
Maximum	8
Zeros	13171
Zeros (%)	54.9%
Negative	8054
Negative (%)	33.6%
Memory size	891.0 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1726964
Coefficient of variation (CV)	-5.2528392
Kurtosis	3.7079326
Mean	-0.22325
Median Absolute Deviation (MAD)	0
Skewness	1.0402353
Sum	-5358
Variance	1.3752167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	13171	54.9%
-1	4565	19.0%
-2	3489	14.5%
2	2480	10.3%
3	147	0.6%
4	62	0.3%
7	51	0.2%
5	28	0.1%
6	5	< 0.1%
8	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	3489	14.5%
-1	4565	19.0%
0	13171	54.9%
1	1	< 0.1%
2	2480	10.3%
3	147	0.6%
4	62	0.3%
5	28	0.1%
6	5	< 0.1%
7	51	0.2%

Value	Count	Frequency (%)
8	1	< 0.1%
7	51	0.2%
6	5	< 0.1%
5	28	0.1%
4	62	0.3%
3	147	0.6%
2	2480	10.3%
1	1	< 0.1%
0	13171	54.9%
-1	4565	19.0%

RETRASO_PAGO_ESTADO_7
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.17333333

Minimum	-2
Maximum	8
Zeros	12647
Zeros (%)	52.7%
Negative	8052
Negative (%)	33.6%
Memory size	891.0 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1956233
Coefficient of variation (CV)	-6.8978268
Kurtosis	2.3109799
Mean	-0.17333333
Median Absolute Deviation (MAD)	0
Skewness	0.87667459
Sum	-4160
Variance	1.4295151
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	12647	52.7%
-1	4767	19.9%
-2	3285	13.7%
2	2992	12.5%
3	178	0.7%
4	65	0.3%
7	25	0.1%
6	21	0.1%
5	16	0.1%
8	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	3285	13.7%
-1	4767	19.9%
0	12647	52.7%
1	2	< 0.1%
2	2992	12.5%
3	178	0.7%
4	65	0.3%
5	16	0.1%
6	21	0.1%
7	25	0.1%

Value	Count	Frequency (%)
8	2	< 0.1%
7	25	0.1%
6	21	0.1%
5	16	0.1%
4	65	0.3%
3	178	0.7%
2	2992	12.5%
1	2	< 0.1%
0	12647	52.7%
-1	4767	19.9%

RETRASO_PAGO_ESTADO_8
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.14245833

Minimum	-2
Maximum	8
Zeros	12607
Zeros (%)	52.5%
Negative	7896
Negative (%)	32.9%
Memory size	891.0 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.194525
Coefficient of variation (CV)	-8.3850837
Kurtosis	1.6738447
Mean	-0.14245833
Median Absolute Deviation (MAD)	0
Skewness	0.79652644
Sum	-3419
Variance	1.4268901
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	12607	52.5%
-1	4818	20.1%
2	3109	13.0%
-2	3078	12.8%
3	244	1.0%
4	76	0.3%
1	22	0.1%
7	18	0.1%
5	17	0.1%
6	10	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	3078	12.8%
-1	4818	20.1%
0	12607	52.5%
1	22	0.1%
2	3109	13.0%
3	244	1.0%
4	76	0.3%
5	17	0.1%
6	10	< 0.1%
7	18	0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	18	0.1%
6	10	< 0.1%
5	17	0.1%
4	76	0.3%
3	244	1.0%
2	3109	13.0%
1	22	0.1%
0	12607	52.5%
-1	4818	20.1%

RETRASO_PAGO_ESTADO_9
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.023708333

Minimum	-2
Maximum	8
Zeros	11810
Zeros (%)	49.2%
Negative	6784
Negative (%)	28.3%
Memory size	891.0 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.121546
Coefficient of variation (CV)	-47.30598
Kurtosis	2.8618707
Mean	-0.023708333
Median Absolute Deviation (MAD)	1
Skewness	0.74048891
Sum	-569
Variance	1.2578653
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	11810	49.2%
-1	4547	18.9%
1	2956	12.3%
-2	2237	9.3%
2	2085	8.7%
3	258	1.1%
4	55	0.2%
5	21	0.1%
8	17	0.1%
7	7	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	2237	9.3%
-1	4547	18.9%
0	11810	49.2%
1	2956	12.3%
2	2085	8.7%
3	258	1.1%
4	55	0.2%
5	21	0.1%
6	7	< 0.1%
7	7	< 0.1%

Value	Count	Frequency (%)
8	17	0.1%
7	7	< 0.1%
6	7	< 0.1%
5	21	0.1%
4	55	0.2%
3	258	1.1%
2	2085	8.7%
1	2956	12.3%
0	11810	49.2%
-1	4547	18.9%

DEUDA_MES_4
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	16967
Distinct (%)	70.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38585.38

Minimum	-339603
Maximum	699944
Zeros	3264
Zeros (%)	13.6%
Negative	546
Negative (%)	2.3%
Memory size	891.0 KiB

Quantile statistics

Minimum	-339603
5-th percentile	0
Q1	1193.75
median	16912.5
Q3	49010.5
95-th percentile	160083.2
Maximum	699944
Range	1039547
Interquartile range (IQR)	47816.75

Descriptive statistics

Standard deviation	59064.025
Coefficient of variation (CV)	1.5307359
Kurtosis	10.657343
Mean	38585.38
Median Absolute Deviation (MAD)	16609.5
Skewness	2.7614405
Sum	9.2604911 × 10⁸
Variance	3.488559 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3264	13.6%
390	172	0.7%
780	67	0.3%
316	63	0.3%
150	57	0.2%
326	46	0.2%
396	38	0.2%
2400	29	0.1%
416	27	0.1%
-18	27	0.1%
Other values (16957)	20210	84.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-339603	1	< 0.1%
-209051	1	< 0.1%
-150953	1	< 0.1%
-73895	1	< 0.1%
-57060	1	< 0.1%
-51443	1	< 0.1%
-51183	1	< 0.1%
-45734	1	< 0.1%
-39046	1	< 0.1%
-36156	1	< 0.1%

Value	Count	Frequency (%)
699944	1	< 0.1%
568638	1	< 0.1%
527711	1	< 0.1%
527566	1	< 0.1%
514975	1	< 0.1%
513798	1	< 0.1%
511905	1	< 0.1%
501370	1	< 0.1%
496801	1	< 0.1%
489200	1	< 0.1%

DEUDA_MES_5
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	17283
Distinct (%)	72.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40084.659

Minimum	-37594
Maximum	823540
Zeros	2844
Zeros (%)	11.8%
Negative	521
Negative (%)	2.2%
Memory size	891.0 KiB

Quantile statistics

Minimum	-37594
5-th percentile	0
Q1	1700
median	18068
Q3	50092
95-th percentile	165077.1
Maximum	823540
Range	861134
Interquartile range (IQR)	48392

Descriptive statistics

Standard deviation	60254.188
Coefficient of variation (CV)	1.5031733
Kurtosis	11.006716
Mean	40084.659
Median Absolute Deviation (MAD)	17672
Skewness	2.8041867
Sum	9.620318 × 10⁸
Variance	3.6305672 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2844	11.8%
390	200	0.8%
780	78	0.3%
316	63	0.3%
326	50	0.2%
150	48	0.2%
396	40	0.2%
2400	36	0.1%
2500	28	0.1%
416	28	0.1%
Other values (17273)	20585	85.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-37594	1	< 0.1%
-36156	1	< 0.1%
-28335	1	< 0.1%
-20753	1	< 0.1%
-20320	1	< 0.1%
-20254	1	< 0.1%
-20006	1	< 0.1%
-19205	1	< 0.1%
-15000	1	< 0.1%
-10810	1	< 0.1%

Value	Count	Frequency (%)
823540	1	< 0.1%
587067	1	< 0.1%
551702	1	< 0.1%
547880	1	< 0.1%
516139	1	< 0.1%
508213	1	< 0.1%
503914	1	< 0.1%
500723	1	< 0.1%
489200	1	< 0.1%
483003	1	< 0.1%

DEUDA_MES_6
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	17738
Distinct (%)	73.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42946.1

Minimum	-34503
Maximum	706864
Zeros	2556
Zeros (%)	10.7%
Negative	553
Negative (%)	2.3%
Memory size	891.0 KiB

Quantile statistics

Minimum	-34503
5-th percentile	0
Q1	2215.75
median	18989.5
Q3	54289
95-th percentile	172617.95
Maximum	706864
Range	741367
Interquartile range (IQR)	52073.25

Descriptive statistics

Standard deviation	63618.015
Coefficient of variation (CV)	1.4813456
Kurtosis	10.265179
Mean	42946.1
Median Absolute Deviation (MAD)	18599.5
Skewness	2.754728
Sum	1.0307064 × 10⁹
Variance	4.0472518 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2556	10.7%
390	203	0.8%
780	83	0.3%
316	59	0.2%
326	48	0.2%
396	38	0.2%
2400	36	0.1%
150	29	0.1%
2500	28	0.1%
416	24	0.1%
Other values (17728)	20896	87.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-34503	1	< 0.1%
-27490	1	< 0.1%
-24303	1	< 0.1%
-22108	1	< 0.1%
-20320	1	< 0.1%
-17250	1	< 0.1%
-15910	1	< 0.1%
-15588	1	< 0.1%
-15000	1	< 0.1%
-10938	1	< 0.1%

Value	Count	Frequency (%)
706864	1	< 0.1%
616836	1	< 0.1%
572805	1	< 0.1%
569034	1	< 0.1%
563543	1	< 0.1%
542653	1	< 0.1%
541019	1	< 0.1%
530672	1	< 0.1%
518741	1	< 0.1%
516575	1	< 0.1%

DEUDA_MES_7
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	18111
Distinct (%)	75.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46710.166

Minimum	-157264
Maximum	1664089
Zeros	2287
Zeros (%)	9.5%
Negative	532
Negative (%)	2.2%
Memory size	891.0 KiB

Quantile statistics

Minimum	-157264
5-th percentile	0
Q1	2552
median	20046
Q3	59911
95-th percentile	186160.3
Maximum	1664089
Range	1821353
Interquartile range (IQR)	57359

Descriptive statistics

Standard deviation	68904.428
Coefficient of variation (CV)	1.4751484
Kurtosis	21.941257
Mean	46710.166
Median Absolute Deviation (MAD)	19663
Skewness	3.1458341
Sum	1.121044 × 10⁹
Variance	4.7478201 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2287	9.5%
390	220	0.9%
780	62	0.3%
316	52	0.2%
326	51	0.2%
396	42	0.2%
2400	36	0.1%
2500	32	0.1%
416	24	0.1%
-200	23	0.1%
Other values (18101)	21171	88.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-157264	1	< 0.1%
-61506	1	< 0.1%
-34041	1	< 0.1%
-20320	1	< 0.1%
-17706	1	< 0.1%
-15910	1	< 0.1%
-15000	1	< 0.1%
-14998	1	< 0.1%
-11925	1	< 0.1%
-10951	1	< 0.1%

Value	Count	Frequency (%)
1664089	1	< 0.1%
693131	1	< 0.1%
689643	1	< 0.1%
689627	1	< 0.1%
632041	1	< 0.1%
597415	1	< 0.1%
578971	1	< 0.1%
577957	1	< 0.1%
565550	1	< 0.1%
559712	1	< 0.1%

DEUDA_MES_8
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	18370
Distinct (%)	76.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	48808.869

Minimum	-69777
Maximum	743970
Zeros	2035
Zeros (%)	8.5%
Negative	544
Negative (%)	2.3%
Memory size	891.0 KiB

Quantile statistics

Minimum	-69777
5-th percentile	0
Q1	2879.75
median	20939.5
Q3	63358.25
95-th percentile	193298.2
Maximum	743970
Range	813747
Interquartile range (IQR)	60478.5

Descriptive statistics

Standard deviation	70593.223
Coefficient of variation (CV)	1.4463196
Kurtosis	9.4099777
Mean	48808.869
Median Absolute Deviation (MAD)	20559.5
Skewness	2.650003
Sum	1.1714129 × 10⁹
Variance	4.9834031 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2035	8.5%
390	186	0.8%
326	61	0.3%
780	61	0.3%
316	59	0.2%
396	44	0.2%
2400	38	0.2%
2500	37	0.2%
-200	28	0.1%
416	23	0.1%
Other values (18360)	21428	89.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-69777	1	< 0.1%
-67526	1	< 0.1%
-30000	1	< 0.1%
-24704	1	< 0.1%
-24702	1	< 0.1%
-22960	1	< 0.1%
-18618	1	< 0.1%
-18088	1	< 0.1%
-17810	1	< 0.1%
-17710	1	< 0.1%

Value	Count	Frequency (%)
743970	1	< 0.1%
671563	1	< 0.1%
646770	1	< 0.1%
624475	1	< 0.1%
597793	1	< 0.1%
586825	1	< 0.1%
572834	1	< 0.1%
572677	1	< 0.1%
569577	1	< 0.1%
562316	1	< 0.1%

DEUDA_MES_9
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	18677
Distinct (%)	77.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50861.993

Minimum	-165580
Maximum	746814
Zeros	1638
Zeros (%)	6.8%
Negative	467
Negative (%)	1.9%
Memory size	891.0 KiB

Quantile statistics

Minimum	-165580
5-th percentile	0
Q1	3456.5
median	21989.5
Q3	66452.75
95-th percentile	200823.35
Maximum	746814
Range	912394
Interquartile range (IQR)	62996.25

Descriptive statistics

Standard deviation	73227.356
Coefficient of variation (CV)	1.4397264
Kurtosis	9.1911661
Mean	50861.993
Median Absolute Deviation (MAD)	21475
Skewness	2.6314157
Sum	1.2206878 × 10⁹
Variance	5.3622457 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1638	6.8%
390	192	0.8%
780	68	0.3%
326	58	0.2%
316	52	0.2%
2500	42	0.2%
396	40	0.2%
2400	36	0.1%
416	23	0.1%
1261	21	0.1%
Other values (18667)	21830	91.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-165580	1	< 0.1%
-14386	1	< 0.1%
-11545	1	< 0.1%
-9802	1	< 0.1%
-9095	1	< 0.1%
-8187	1	< 0.1%
-7438	1	< 0.1%
-6676	1	< 0.1%
-6028	1	< 0.1%
-6027	1	< 0.1%

Value	Count	Frequency (%)
746814	1	< 0.1%
653062	1	< 0.1%
630458	1	< 0.1%
626648	1	< 0.1%
613860	1	< 0.1%
610723	1	< 0.1%
608594	1	< 0.1%
588000	1	< 0.1%
581775	1	< 0.1%
580928	1	< 0.1%

PAGO_MES_4
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6016
Distinct (%)	25.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5226.2065

Minimum	0
Maximum	528666
Zeros	5786
Zeros (%)	24.1%
Negative	0
Negative (%)	0.0%
Memory size	891.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	99
median	1500
Q3	4000
95-th percentile	17190.65
Maximum	528666
Range	528666
Interquartile range (IQR)	3901

Descriptive statistics

Standard deviation	17725.863
Coefficient of variation (CV)	3.3917265
Kurtosis	146.98447
Mean	5226.2065
Median Absolute Deviation (MAD)	1500
Skewness	10.087805
Sum	1.2542896 × 10⁸
Variance	3.1420622 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5786	24.1%
1000	1030	4.3%
2000	1023	4.3%
3000	729	3.0%
5000	650	2.7%
1500	362	1.5%
4000	332	1.4%
10000	290	1.2%
500	194	0.8%
6000	170	0.7%
Other values (6006)	13434	56.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5786	24.1%
1	14	0.1%
2	8	< 0.1%
3	10	< 0.1%
4	10	< 0.1%
5	6	< 0.1%
6	4	< 0.1%
7	5	< 0.1%
8	5	< 0.1%
9	7	< 0.1%

Value	Count	Frequency (%)
528666	1	< 0.1%
422000	1	< 0.1%
403500	1	< 0.1%
377000	1	< 0.1%
372495	1	< 0.1%
351282	1	< 0.1%
345293	1	< 0.1%
290000	1	< 0.1%
280000	1	< 0.1%
279706	1	< 0.1%

PAGO_MES_5
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	5962
Distinct (%)	24.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4723.4396

Minimum	0
Maximum	426529
Zeros	5384
Zeros (%)	22.4%
Negative	0
Negative (%)	0.0%
Memory size	891.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	246
median	1500
Q3	4000
95-th percentile	15963.75
Maximum	426529
Range	426529
Interquartile range (IQR)	3754

Descriptive statistics

Standard deviation	14835.961
Coefficient of variation (CV)	3.1409232
Kurtosis	189.31371
Mean	4723.4396
Median Absolute Deviation (MAD)	1500
Skewness	11.226338
Sum	1.1336255 × 10⁸
Variance	2.2010574 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5384	22.4%
1000	1086	4.5%
2000	1033	4.3%
3000	781	3.3%
5000	644	2.7%
1500	352	1.5%
4000	327	1.4%
10000	272	1.1%
500	198	0.8%
6000	195	0.8%
Other values (5952)	13728	57.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5384	22.4%
1	14	0.1%
2	9	< 0.1%
3	6	< 0.1%
4	9	< 0.1%
5	5	< 0.1%
6	6	< 0.1%
7	6	< 0.1%
8	4	< 0.1%
9	6	< 0.1%

Value	Count	Frequency (%)
426529	1	< 0.1%
417990	1	< 0.1%
388071	1	< 0.1%
379267	1	< 0.1%
330982	1	< 0.1%
317077	1	< 0.1%
302823	1	< 0.1%
300000	1	< 0.1%
287982	1	< 0.1%
284069	1	< 0.1%

PAGO_MES_6
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6036
Distinct (%)	25.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4740.7755

Minimum	0
Maximum	432130
Zeros	5182
Zeros (%)	21.6%
Negative	0
Negative (%)	0.0%
Memory size	891.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	290
median	1500
Q3	4000.25
95-th percentile	16000
Maximum	432130
Range	432130
Interquartile range (IQR)	3710.25

Descriptive statistics

Standard deviation	14429.99
Coefficient of variation (CV)	3.0438036
Kurtosis	153.34444
Mean	4740.7755
Median Absolute Deviation (MAD)	1500
Skewness	10.227704
Sum	1.1377861 × 10⁸
Variance	2.082246 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5182	21.6%
1000	1109	4.6%
2000	959	4.0%
3000	718	3.0%
5000	633	2.6%
1500	349	1.5%
4000	331	1.4%
10000	264	1.1%
2500	210	0.9%
500	209	0.9%
Other values (6026)	14036	58.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5182	21.6%
1	18	0.1%
2	17	0.1%
3	11	< 0.1%
4	16	0.1%
5	10	< 0.1%
6	11	< 0.1%
7	10	< 0.1%
8	6	< 0.1%
9	6	< 0.1%

Value	Count	Frequency (%)
432130	1	< 0.1%
330982	1	< 0.1%
320008	1	< 0.1%
313094	1	< 0.1%
292962	1	< 0.1%
281225	1	< 0.1%
280695	1	< 0.1%
265852	1	< 0.1%
256662	1	< 0.1%
253009	1	< 0.1%

PAGO_MES_7
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6476
Distinct (%)	27.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5099.7523

Minimum	0
Maximum	508229
Zeros	4801
Zeros (%)	20.0%
Negative	0
Negative (%)	0.0%
Memory size	891.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	390
median	1777
Q3	4402
95-th percentile	17385.5
Maximum	508229
Range	508229
Interquartile range (IQR)	4012

Descriptive statistics

Standard deviation	16038.155
Coefficient of variation (CV)	3.1448891
Kurtosis	206.44852
Mean	5099.7523
Median Absolute Deviation (MAD)	1765
Skewness	11.805573
Sum	1.2239406 × 10⁸
Variance	2.5722243 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4801	20.0%
2000	1009	4.2%
1000	879	3.7%
3000	711	3.0%
5000	581	2.4%
1500	402	1.7%
4000	314	1.3%
10000	249	1.0%
2500	196	0.8%
1200	196	0.8%
Other values (6466)	14662	61.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4801	20.0%
1	9	< 0.1%
2	16	0.1%
3	8	< 0.1%
4	10	< 0.1%
5	11	< 0.1%
6	10	< 0.1%
7	10	< 0.1%
8	8	< 0.1%
9	11	< 0.1%

Value	Count	Frequency (%)
508229	1	< 0.1%
400972	1	< 0.1%
397092	1	< 0.1%
380478	1	< 0.1%
371718	1	< 0.1%
349395	1	< 0.1%
344261	1	< 0.1%
338394	1	< 0.1%
332809	1	< 0.1%
326974	1	< 0.1%

PAGO_MES_8
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	6829
Distinct (%)	28.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5906.9451

Minimum	0
Maximum	1684259
Zeros	4284
Zeros (%)	17.8%
Negative	0
Negative (%)	0.0%
Memory size	891.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	850
median	2007.5
Q3	5000
95-th percentile	19000.05
Maximum	1684259
Range	1684259
Interquartile range (IQR)	4150

Descriptive statistics

Standard deviation	22312.903
Coefficient of variation (CV)	3.7774014
Kurtosis	1786.3198
Mean	5906.9451
Median Absolute Deviation (MAD)	1992.5
Skewness	30.503173
Sum	1.4176668 × 10⁸
Variance	4.9786562 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4284	17.8%
2000	1032	4.3%
3000	714	3.0%
5000	570	2.4%
1000	459	1.9%
1500	408	1.7%
4000	331	1.4%
10000	244	1.0%
6000	232	1.0%
2500	204	0.9%
Other values (6819)	15522	64.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4284	17.8%
1	7	< 0.1%
2	12	0.1%
3	12	0.1%
4	9	< 0.1%
5	16	0.1%
6	6	< 0.1%
7	10	< 0.1%
8	7	< 0.1%
9	5	< 0.1%

Value	Count	Frequency (%)
1684259	1	< 0.1%
1227082	1	< 0.1%
580464	1	< 0.1%
415552	1	< 0.1%
401003	1	< 0.1%
388126	1	< 0.1%
385228	1	< 0.1%
384986	1	< 0.1%
368199	1	< 0.1%
361560	1	< 0.1%

PAGO_MES_9
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6892
Distinct (%)	28.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5654.719

Minimum	0
Maximum	505000
Zeros	4225
Zeros (%)	17.6%
Negative	0
Negative (%)	0.0%
Memory size	891.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	974
median	2100
Q3	5004
95-th percentile	18261
Maximum	505000
Range	505000
Interquartile range (IQR)	4030

Descriptive statistics

Standard deviation	16149.946
Coefficient of variation (CV)	2.8560121
Kurtosis	208.91859
Mean	5654.719
Median Absolute Deviation (MAD)	1926
Skewness	11.710893
Sum	1.3571326 × 10⁸
Variance	2.6082075 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4225	17.6%
2000	1102	4.6%
3000	718	3.0%
5000	562	2.3%
1500	400	1.7%
4000	342	1.4%
10000	328	1.4%
1000	298	1.2%
6000	236	1.0%
2500	236	1.0%
Other values (6882)	15553	64.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4225	17.6%
1	8	< 0.1%
2	13	0.1%
3	13	0.1%
4	12	0.1%
5	8	< 0.1%
6	11	< 0.1%
7	7	< 0.1%
8	5	< 0.1%
9	6	< 0.1%

Value	Count	Frequency (%)
505000	1	< 0.1%
493358	1	< 0.1%
423903	1	< 0.1%
405016	1	< 0.1%
368199	1	< 0.1%
323014	1	< 0.1%
304815	1	< 0.1%
302000	1	< 0.1%
300000	1	< 0.1%
298887	1	< 0.1%

default payment next month
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	891.0 KiB

0	18715
1	5285

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	24000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	18715	78.0%
1	5285	22.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	18715	78.0%
1	5285	22.0%

Most occurring characters

Value	Count	Frequency (%)
0	18715	78.0%
1	5285	22.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	24000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	18715	78.0%
1	5285	22.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	24000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	18715	78.0%
1	5285	22.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	24000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	18715	78.0%
1	5285	22.0%

Auto

Heatmap
Table

	Cupo_TC	AGE	RETRASO_PAGO_ESTADO_4	RETRASO_PAGO_ESTADO_5	RETRASO_PAGO_ESTADO_6	RETRASO_PAGO_ESTADO_7	RETRASO_PAGO_ESTADO_8	RETRASO_PAGO_ESTADO_9	DEUDA_MES_4	DEUDA_MES_5	DEUDA_MES_6	DEUDA_MES_7	DEUDA_MES_8	DEUDA_MES_9	PAGO_MES_4	PAGO_MES_5	PAGO_MES_6	PAGO_MES_7	PAGO_MES_8	PAGO_MES_9	SEX	EDUCATION	MARRIAGE	default payment next month
Cupo_TC	1.000	0.187	-0.268	-0.287	-0.312	-0.338	-0.351	-0.305	0.085	0.078	0.069	0.058	0.044	0.050	0.316	0.293	0.279	0.284	0.281	0.271	0.087	0.114	0.068	0.164
AGE	0.187	1.000	-0.078	-0.082	-0.080	-0.085	-0.085	-0.066	0.002	0.001	-0.001	0.003	0.002	0.003	0.041	0.039	0.038	0.036	0.046	0.035	0.091	0.114	0.286	0.044
RETRASO_PAGO_ESTADO_4	-0.268	-0.078	1.000	0.820	0.734	0.674	0.638	0.462	0.629	0.665	0.606	0.562	0.525	0.492	0.200	0.146	0.285	0.240	0.204	0.180	0.045	0.070	0.029	0.247
RETRASO_PAGO_ESTADO_5	-0.287	-0.082	0.820	1.000	0.824	0.722	0.679	0.485	0.580	0.619	0.650	0.590	0.541	0.505	0.175	0.192	0.109	0.265	0.226	0.178	0.054	0.073	0.032	0.272
RETRASO_PAGO_ESTADO_6	-0.312	-0.080	0.734	0.824	1.000	0.803	0.717	0.516	0.536	0.564	0.597	0.621	0.561	0.517	0.146	0.168	0.147	0.080	0.250	0.190	0.064	0.078	0.035	0.283
RETRASO_PAGO_ESTADO_7	-0.338	-0.085	0.674	0.722	0.803	1.000	0.801	0.545	0.487	0.510	0.536	0.559	0.591	0.528	0.101	0.131	0.122	0.112	0.044	0.219	0.069	0.086	0.030	0.298
RETRASO_PAGO_ESTADO_8	-0.351	-0.085	0.638	0.679	0.717	0.801	1.000	0.625	0.461	0.479	0.499	0.519	0.552	0.573	0.085	0.105	0.096	0.094	0.088	0.026	0.069	0.089	0.032	0.342
RETRASO_PAGO_ESTADO_9	-0.305	-0.066	0.462	0.485	0.516	0.545	0.625	1.000	0.288	0.296	0.305	0.310	0.326	0.311	-0.045	-0.026	-0.037	-0.050	-0.061	-0.098	0.062	0.082	0.034	0.424
DEUDA_MES_4	0.085	0.002	0.629	0.580	0.536	0.487	0.461	0.288	1.000	0.903	0.849	0.804	0.767	0.737	0.531	0.672	0.570	0.526	0.491	0.461	0.024	0.017	0.017	0.007
DEUDA_MES_5	0.078	0.001	0.665	0.619	0.564	0.510	0.479	0.296	0.903	1.000	0.905	0.851	0.805	0.772	0.510	0.532	0.649	0.557	0.523	0.488	0.021	0.023	0.018	0.023
DEUDA_MES_6	0.069	-0.001	0.606	0.650	0.597	0.536	0.499	0.305	0.849	0.905	1.000	0.907	0.851	0.811	0.482	0.512	0.507	0.640	0.561	0.518	0.018	0.028	0.015	0.018
DEUDA_MES_7	0.058	0.003	0.562	0.590	0.621	0.559	0.519	0.310	0.804	0.851	0.907	1.000	0.908	0.859	0.460	0.483	0.489	0.501	0.641	0.554	0.018	0.047	0.015	0.000
DEUDA_MES_8	0.044	0.002	0.525	0.541	0.561	0.591	0.552	0.326	0.767	0.805	0.851	0.908	1.000	0.911	0.431	0.455	0.462	0.475	0.500	0.639	0.047	0.066	0.025	0.035
DEUDA_MES_9	0.050	0.003	0.492	0.505	0.517	0.528	0.573	0.311	0.737	0.772	0.811	0.859	0.911	1.000	0.412	0.433	0.442	0.448	0.475	0.505	0.041	0.066	0.022	0.021
PAGO_MES_4	0.316	0.041	0.200	0.175	0.146	0.101	0.085	-0.045	0.531	0.510	0.482	0.460	0.431	0.412	1.000	0.551	0.547	0.508	0.495	0.457	0.009	0.019	0.000	0.032
PAGO_MES_5	0.293	0.039	0.146	0.192	0.168	0.131	0.105	-0.026	0.672	0.532	0.512	0.483	0.455	0.433	0.551	1.000	0.536	0.538	0.503	0.473	0.014	0.011	0.011	0.032
PAGO_MES_6	0.279	0.038	0.285	0.109	0.147	0.122	0.096	-0.037	0.570	0.649	0.507	0.489	0.462	0.442	0.547	0.536	1.000	0.518	0.523	0.489	0.017	0.002	0.000	0.035
PAGO_MES_7	0.284	0.036	0.240	0.265	0.080	0.112	0.094	-0.050	0.526	0.557	0.640	0.501	0.475	0.448	0.508	0.538	0.518	1.000	0.522	0.523	0.012	0.023	0.000	0.036
PAGO_MES_8	0.281	0.046	0.204	0.226	0.250	0.044	0.088	-0.061	0.491	0.523	0.561	0.641	0.500	0.475	0.495	0.503	0.523	0.522	1.000	0.514	0.000	0.000	0.000	0.009
PAGO_MES_9	0.271	0.035	0.180	0.178	0.190	0.219	0.026	-0.098	0.461	0.488	0.518	0.554	0.639	0.505	0.457	0.473	0.489	0.523	0.514	1.000	0.000	0.007	0.000	0.039
SEX	0.087	0.091	0.045	0.054	0.064	0.069	0.069	0.062	0.024	0.021	0.018	0.018	0.047	0.041	0.009	0.014	0.017	0.012	0.000	0.000	1.000	0.027	0.027	0.041
EDUCATION	0.114	0.114	0.070	0.073	0.078	0.086	0.089	0.082	0.017	0.023	0.028	0.047	0.066	0.066	0.019	0.011	0.002	0.023	0.000	0.007	0.027	1.000	0.115	0.072
MARRIAGE	0.068	0.286	0.029	0.032	0.035	0.030	0.032	0.034	0.017	0.018	0.015	0.015	0.025	0.022	0.000	0.011	0.000	0.000	0.000	0.000	0.027	0.115	1.000	0.029
default payment next month	0.164	0.044	0.247	0.272	0.283	0.298	0.342	0.424	0.007	0.023	0.018	0.000	0.035	0.021	0.032	0.032	0.035	0.036	0.009	0.039	0.041	0.072	0.029	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Cupo_TC	SEX	EDUCATION	MARRIAGE	AGE	RETRASO_PAGO_ESTADO_4	RETRASO_PAGO_ESTADO_5	RETRASO_PAGO_ESTADO_6	RETRASO_PAGO_ESTADO_7	RETRASO_PAGO_ESTADO_8	RETRASO_PAGO_ESTADO_9	DEUDA_MES_4	DEUDA_MES_5	DEUDA_MES_6	DEUDA_MES_7	DEUDA_MES_8	DEUDA_MES_9	PAGO_MES_4	PAGO_MES_5	PAGO_MES_6	PAGO_MES_7	PAGO_MES_8	PAGO_MES_9	default payment next month
CLIENT_ID
29c55f5f-0da7-43ec-ba1b-b60592689825	270000	Femenino	universidad	Casado	28	0	0	0	0	0	0	92618	94062	263516	308133	298700	322249	5000	4000	5000	12000	13000	10000	0
f818136a-138f-4578-a0bb-41605b67e0e5	80000	Femenino	colegio	soltero_a	52	-1	0	0	0	0	0	7432	18306	30470	36060	39508	42635	0	7432	366	1200	1740	1623	0
bef609a9-f9c5-4870-be7f-cb20e70f7e92	210000	Femenino	universidad	Casado	36	0	0	0	0	0	0	131629	147993	148190	144415	142996	143225	4700	4544	5900	6000	5082	6483	0
2ba3a218-4792-4672-82c7-4b0953101d41	230000	Femenino	colegio	Casado	44	-1	-1	-1	-1	-1	-1	17425	15121	6222	4987	11632	54798	17007	17425	15121	6222	4987	11632	0
723e61b4-d151-4368-b129-468417fd930c	130000	Femenino	Posgrado	Casado	36	0	0	0	0	0	0	92394	90556	94623	103942	107070	129689	4000	3500	4000	5000	4400	5000	0
f689cc58-4331-40ba-ae4b-c43e649cb9e8	470000	Femenino	universidad	Casado	35	0	0	0	0	0	0	57368	59563	61500	59307	57920	64875	1600	3000	2200	3016	3000	2505	0
5366b666-0978-4843-9ad0-a23993b94edd	800000	Masculino	universidad	Casado	53	-1	0	0	-1	-1	-1	9339	12590	40814	64535	5552	7639	63482	9366	247	131	64657	11145	0
92825b72-b828-419b-b2b1-0c4791769558	20000	Masculino	universidad	soltero_a	30	0	0	0	0	0	0	15298	13534	10717	19812	20221	19149	399	2000	3000	1000	1201	1392	0
bd9b31c5-e0d6-4555-afab-ed6753d6afb8	40000	Masculino	colegio	soltero_a	43	7	7	7	7	2	2	2400	2400	2400	2400	2400	2400	0	0	0	0	0	0	1
2c304969-82e6-4981-b2e2-af1f1977b47f	10000	Masculino	universidad	soltero_a	23	7	7	7	7	2	2	2400	2400	2400	2400	2400	2400	0	0	0	0	0	0	1

	Cupo_TC	SEX	EDUCATION	MARRIAGE	AGE	RETRASO_PAGO_ESTADO_4	RETRASO_PAGO_ESTADO_5	RETRASO_PAGO_ESTADO_6	RETRASO_PAGO_ESTADO_7	RETRASO_PAGO_ESTADO_8	RETRASO_PAGO_ESTADO_9	DEUDA_MES_4	DEUDA_MES_5	DEUDA_MES_6	DEUDA_MES_7	DEUDA_MES_8	DEUDA_MES_9	PAGO_MES_4	PAGO_MES_5	PAGO_MES_6	PAGO_MES_7	PAGO_MES_8	PAGO_MES_9	default payment next month
CLIENT_ID
6089e156-cb40-4811-9b13-236fad90b2a7	160000	Femenino	Posgrado	Casado	28	0	0	0	2	3	1	0	780	780	1170	4269	4529	0	0	0	0	0	0	1
f733ac93-7080-4f65-a266-4a6d27f22de3	60000	Masculino	colegio	Casado	38	0	0	2	2	2	2	28147	25212	24404	25086	32232	33044	2600	3500	1500	0	4000	0	1
4fcb4e53-1415-4975-8361-9432d6523ec8	70000	Femenino	colegio	soltero_a	26	0	0	0	0	0	0	12302	13408	11578	10030	8361	7139	2000	1000	2000	2000	2000	1500	1
484bec12-e125-464a-b7a8-09487d4122e2	320000	Masculino	universidad	Casado	39	0	0	-1	-1	0	0	96900	258800	131916	189018	0	310243	45313	193800	130400	132846	189018	0	0
ed7853ab-7987-43b2-8b83-8228832c57b3	380000	Femenino	Posgrado	Casado	43	0	0	0	0	0	0	86661	84087	101323	102551	114627	121868	5000	5000	5000	5000	5000	6000	0
ba2501de-d42f-428d-8dff-0165f0e30911	280000	Masculino	universidad	soltero_a	45	0	0	0	-1	0	0	96425	111454	136249	191493	26031	170678	3000	5000	5002	5003	208141	7000	0
ce703c87-fa0d-45e6-bc88-8c1db81a9b35	180000	Femenino	universidad	Casado	46	0	0	0	0	2	1	30680	23123	26574	27555	30711	35916	0	13000	1123	7504	1300	1711	0
43e0e2f5-6a83-4abe-a18f-622fc311f33a	180000	Masculino	universidad	Casado	35	0	0	0	0	2	1	0	33370	33370	31570	31293	32082	0	0	0	2200	1400	0	0
bed46468-6870-4604-8c13-5fdde25c0462	320000	Masculino	universidad	soltero_a	30	0	0	0	0	0	0	25880	26318	26875	30737	30282	29668	703	751	742	739	1224	1353	0
3572ab87-7de9-4a74-9e06-3db4990fc796	260000	Femenino	universidad	soltero_a	40	-2	-2	-2	-2	-1	-1	0	0	0	0	1085	1022	300	0	0	0	0	1085	0

Most frequently occurring

	Cupo_TC	SEX	EDUCATION	MARRIAGE	AGE	RETRASO_PAGO_ESTADO_4	RETRASO_PAGO_ESTADO_5	RETRASO_PAGO_ESTADO_6	RETRASO_PAGO_ESTADO_7	RETRASO_PAGO_ESTADO_8	RETRASO_PAGO_ESTADO_9	DEUDA_MES_4	DEUDA_MES_5	DEUDA_MES_6	DEUDA_MES_7	DEUDA_MES_8	DEUDA_MES_9	default payment next month	# duplicates
0	20000	Masculino	universidad	soltero_a	24	4	4	4	4	2	2	1650	1650	1650	1650	1650	1650	1	2
1	50000	Femenino	Posgrado	soltero_a	23	-2	-2	-2	-2	-2	1	0	0	0	0	0	0	0	2
2	50000	Masculino	universidad	soltero_a	26	-2	-2	-2	-2	-2	1	0	0	0	0	0	0	0	2
3	80000	Femenino	universidad	soltero_a	25	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	2
4	90000	Femenino	Posgrado	soltero_a	31	-2	-2	-2	-2	-2	1	0	0	0	0	0	0	0	2
5	100000	Femenino	universidad	Casado	49	-2	-2	-2	-2	-2	1	0	0	0	0	0	0	0	2
6	140000	Masculino	Posgrado	soltero_a	29	-2	-2	-2	-2	-2	1	0	0	0	0	0	0	0	2
7	150000	Femenino	Posgrado	Casado	38	-2	-2	-2	-2	-2	1	0	0	0	0	0	0	1	2
8	150000	Femenino	Posgrado	soltero_a	28	-2	-2	-2	-2	-2	1	0	0	0	0	0	0	0	2
9	160000	Masculino	universidad	soltero_a	28	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Connector Punctuation

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring